What are the hardware requirements for Sqlcoder?

Sqlcoder requires approximately 31.2 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Sqlcoder and how large is it?

Sqlcoder is developed by defog. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Sqlcoder?

Sqlcoder is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Sqlcoder by defog — VRAM 31.2GB

Name: Sqlcoder
Author: defog

Sqlcoder is an open-source language model by defog. Features: LLM, VRAM: 31.2GB, License: other, Fine-Tuned, Code Generating, LLM Explorer Score: 0.11.

Code Codegen En Finetuned Gpt bigcode Pytorch Region:us Sharded

Model Card on HF 🤗: https://huggingface.co/defog/sqlcoder

Sqlcoder Benchmarks

LLME Score: 0.10529

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

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Sqlcoder Parameters and Internals

Model Type

text-generation

Use Cases

Areas:

Research, Commercial applications

Applications:

Natural language to SQL conversion

Additional Notes

This repository is now significantly outdated. It is recommended to use the improved version at sqlcoder-7b-2.

Supported Languages

en (proficient)

Training Details

Data Volume:

10,537 human-curated questions

Methodology:

Two-phase fine-tuning with questions classified by difficulty

Input Output

Output Format:

SQL queries

LLM Name	Sqlcoder
Repository 🤗	https://huggingface.co/defog/sqlcoder
Required VRAM	31.2 GB
Updated	2026-02-18
Maintainer	defog
Model Type	gpt_bigcode
Model Files	10.0 GB: 1-of-4 9.9 GB: 2-of-4 9.9 GB: 3-of-4 1.4 GB: 4-of-4
Supported Languages	en
Generates Code	Yes
Model Architecture	GPTBigCodeForCausalLM
License	other
Transformers Version	4.31.0
Tokenizer Class	GPT2Tokenizer
Vocabulary Size	49152
Torch Data Type	bfloat16
Activation Function	gelu

Quantized Models of the Sqlcoder

Model	Likes	Downloads	VRAM
Sqlcoder GGUF	19	778	6 GB
Sqlcoder GPTQ	9	13	9 GB

Best Alternatives to Sqlcoder

Best Alternatives	Context / RAM	Downloads	Likes
Starcoderbase	0K / 63.3 GB	1461	418
...rcoder Gpteacher Code Instruct	0K / 63.3 GB	979	80
Opencoderplus	0K / 31.8 GB	1004	102
Sqlcoder2	0K / 31.2 GB	870	117
StarCoder Alpaca	0K / 31 GB	1009	1
SteloCoder	0K / 31.2 GB	11	1
Minicoder Lua	0K / 0.1 GB	22	0
Minicoder Random	0K / 0.1 GB	12	0
...der15B Personal Copilot Merged	0K / 31.2 GB	16	3
DPO Santacoder1b	0K / 2.2 GB	8	0

Note: green Score (e.g. "73.2") means that the model is better than defog/sqlcoder.

Rank the Sqlcoder Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

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Original data from HuggingFace, OpenCompass and various public git repos.

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Release v20260328a

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Sqlcoder by defog